YData Profiling Report

Brought to you by YData

Dataset statistics

Number of variables	9
Number of observations	15000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	952.4 KiB
Average record size in memory	65.0 B

Variable types

Numeric	8
Categorical	1

Alerts

`Body_Temp` is highly overall correlated with `Calories` and 2 other fields	High correlation
`Calories` is highly overall correlated with `Body_Temp` and 2 other fields	High correlation
`Duration` is highly overall correlated with `Body_Temp` and 2 other fields	High correlation
`Gender` is highly overall correlated with `Height` and 1 other fields	High correlation
`Heart_Rate` is highly overall correlated with `Body_Temp` and 2 other fields	High correlation
`Height` is highly overall correlated with `Gender` and 1 other fields	High correlation
`Weight` is highly overall correlated with `Gender` and 1 other fields	High correlation
`User_ID` has unique values	Unique

Reproduction

Analysis started	2025-05-05 22:00:51.291414
Analysis finished	2025-05-05 22:01:00.657738
Duration	9.37 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

User_ID
Real number (ℝ)

Unique

Distinct	15000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14977359

Minimum	10001159
Maximum	19999647
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	10001159
5-th percentile	10512380
Q1	12474191
median	14997285
Q3	17449279
95-th percentile	19472454
Maximum	19999647
Range	9998488
Interquartile range (IQR)	4975088

Descriptive statistics

Standard deviation	2872851.5
Coefficient of variation (CV)	0.19181296
Kurtosis	-1.1941194
Mean	14977359
Median Absolute Deviation (MAD)	2482539.5
Skewness	0.0047883907
Sum	2.2466038 × 10¹¹
Variance	8.2532755 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11751526	1	< 0.1%
14733363	1	< 0.1%
14861698	1	< 0.1%
11179863	1	< 0.1%
16180408	1	< 0.1%
17771927	1	< 0.1%
15130815	1	< 0.1%
19602372	1	< 0.1%
19200234	1	< 0.1%
19807300	1	< 0.1%
Other values (14990)	14990	99.9%

Value	Count	Frequency (%)
10001159	1	< 0.1%
10001607	1	< 0.1%
10005485	1	< 0.1%
10005630	1	< 0.1%
10006441	1	< 0.1%
10006606	1	< 0.1%
10007368	1	< 0.1%
10007686	1	< 0.1%
10008086	1	< 0.1%
10008486	1	< 0.1%

Value	Count	Frequency (%)
19999647	1	< 0.1%
19999394	1	< 0.1%
19999257	1	< 0.1%
19999086	1	< 0.1%
19999044	1	< 0.1%
19998753	1	< 0.1%
19998603	1	< 0.1%
19998582	1	< 0.1%
19996063	1	< 0.1%
19994709	1	< 0.1%

Gender
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.9 KiB

female	7553
male	7447

Length

Max length	6
Median length	6
Mean length	5.0070667
Min length	4

Characters and Unicode

Total characters	75106
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	male
2nd row	female
3rd row	male
4th row	female
5th row	female

Common Values

Value	Count	Frequency (%)
female	7553	50.4%
male	7447	49.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
female	7553	50.4%
male	7447	49.6%

Most occurring characters

Value	Count	Frequency (%)
e	22553	30.0%
a	15000	20.0%
m	15000	20.0%
l	15000	20.0%
f	7553	10.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	75106	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	22553	30.0%
a	15000	20.0%
m	15000	20.0%
l	15000	20.0%
f	7553	10.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	75106	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	22553	30.0%
a	15000	20.0%
m	15000	20.0%
l	15000	20.0%
f	7553	10.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	75106	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	22553	30.0%
a	15000	20.0%
m	15000	20.0%
l	15000	20.0%
f	7553	10.1%

Age
Real number (ℝ)

Distinct	60
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.7898

Minimum	20
Maximum	79
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	20
5-th percentile	21
Q1	28
median	39
Q3	56
95-th percentile	74
Maximum	79
Range	59
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	16.980264
Coefficient of variation (CV)	0.39682972
Kurtosis	-0.94913044
Mean	42.7898
Median Absolute Deviation (MAD)	13
Skewness	0.4733827
Sum	641847
Variance	288.32937
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	512	3.4%
21	497	3.3%
22	489	3.3%
26	452	3.0%
25	435	2.9%
24	426	2.8%
23	411	2.7%
27	396	2.6%
28	390	2.6%
29	379	2.5%
Other values (50)	10613	70.8%

Value	Count	Frequency (%)
20	512	3.4%
21	497	3.3%
22	489	3.3%
23	411	2.7%
24	426	2.8%
25	435	2.9%
26	452	3.0%
27	396	2.6%
28	390	2.6%
29	379	2.5%

Value	Count	Frequency (%)
79	147	1.0%
78	133	0.9%
77	130	0.9%
76	139	0.9%
75	117	0.8%
74	142	0.9%
73	167	1.1%
72	137	0.9%
71	163	1.1%
70	154	1.0%

Height
Real number (ℝ)

High correlation

Distinct	90
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	174.46513

Minimum	123
Maximum	222
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	123
5-th percentile	151
Q1	164
median	175
Q3	185
95-th percentile	197
Maximum	222
Range	99
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	14.258114
Coefficient of variation (CV)	0.081724717
Kurtosis	-0.51321034
Mean	174.46513
Median Absolute Deviation (MAD)	11
Skewness	-0.0061896204
Sum	2616977
Variance	203.2938
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
179	394	2.6%
169	388	2.6%
176	383	2.6%
171	374	2.5%
177	371	2.5%
181	364	2.4%
170	360	2.4%
166	359	2.4%
182	359	2.4%
173	356	2.4%
Other values (80)	11292	75.3%

Value	Count	Frequency (%)
123	1	< 0.1%
126	1	< 0.1%
127	1	< 0.1%
132	5	< 0.1%
133	3	< 0.1%
134	2	< 0.1%
135	7	< 0.1%
136	5	< 0.1%
137	6	< 0.1%
138	10	0.1%

Value	Count	Frequency (%)
222	1	< 0.1%
219	1	< 0.1%
218	2	< 0.1%
217	2	< 0.1%
214	4	< 0.1%
213	6	< 0.1%
212	7	< 0.1%
211	10	0.1%
210	16	0.1%
209	16	0.1%

Weight
Real number (ℝ)

High correlation

Distinct	91
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	74.966867

Minimum	36
Maximum	132
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	36
5-th percentile	53
Q1	63
median	74
Q3	87
95-th percentile	100
Maximum	132
Range	96
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	15.035657
Coefficient of variation (CV)	0.20056403
Kurtosis	-0.68205674
Mean	74.966867
Median Absolute Deviation (MAD)	12
Skewness	0.22672531
Sum	1124503
Variance	226.07097
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
66	374	2.5%
67	370	2.5%
63	361	2.4%
61	360	2.4%
68	359	2.4%
60	357	2.4%
65	352	2.3%
64	352	2.3%
59	349	2.3%
62	346	2.3%
Other values (81)	11420	76.1%

Value	Count	Frequency (%)
36	1	< 0.1%
38	4	< 0.1%
39	2	< 0.1%
40	4	< 0.1%
41	8	0.1%
42	8	0.1%
43	11	0.1%
44	19	0.1%
45	32	0.2%
46	28	0.2%

Value	Count	Frequency (%)
132	1	< 0.1%
128	1	< 0.1%
126	2	< 0.1%
124	2	< 0.1%
123	1	< 0.1%
122	1	< 0.1%
121	5	< 0.1%
120	1	< 0.1%
119	5	< 0.1%
118	2	< 0.1%

Duration
Real number (ℝ)

High correlation

Distinct	30
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.5306

Minimum	1
Maximum	30
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	8
median	16
Q3	23
95-th percentile	28
Maximum	30
Range	29
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	8.3192033
Coefficient of variation (CV)	0.53566529
Kurtosis	-1.184751
Mean	15.5306
Median Absolute Deviation (MAD)	7
Skewness	0.0047505367
Sum	232959
Variance	69.209144
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
26	548	3.7%
16	546	3.6%
17	543	3.6%
28	541	3.6%
8	541	3.6%
10	539	3.6%
6	533	3.6%
5	533	3.6%
11	528	3.5%
15	527	3.5%
Other values (20)	9621	64.1%

Value	Count	Frequency (%)
1	230	1.5%
2	479	3.2%
3	511	3.4%
4	509	3.4%
5	533	3.6%
6	533	3.6%
7	482	3.2%
8	541	3.6%
9	517	3.4%
10	539	3.6%

Value	Count	Frequency (%)
30	255	1.7%
29	483	3.2%
28	541	3.6%
27	502	3.3%
26	548	3.7%
25	526	3.5%
24	521	3.5%
23	485	3.2%
22	505	3.4%
21	506	3.4%

Heart_Rate
Real number (ℝ)

High correlation

Distinct	59
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	95.518533

Minimum	67
Maximum	128
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	67
5-th percentile	80
Q1	88
median	96
Q3	103
95-th percentile	111
Maximum	128
Range	61
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	9.5833282
Coefficient of variation (CV)	0.10032952
Kurtosis	-0.6442198
Mean	95.518533
Median Absolute Deviation (MAD)	7
Skewness	-0.01070408
Sum	1432778
Variance	91.840179
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
91	564	3.8%
94	560	3.7%
101	550	3.7%
97	531	3.5%
90	526	3.5%
99	524	3.5%
98	523	3.5%
96	515	3.4%
95	511	3.4%
93	509	3.4%
Other values (49)	9687	64.6%

Value	Count	Frequency (%)
67	3	< 0.1%
68	2	< 0.1%
69	5	< 0.1%
70	5	< 0.1%
71	8	0.1%
72	15	0.1%
73	28	0.2%
74	40	0.3%
75	54	0.4%
76	82	0.5%

Value	Count	Frequency (%)
128	1	< 0.1%
125	2	< 0.1%
123	1	< 0.1%
122	3	< 0.1%
121	7	< 0.1%
120	7	< 0.1%
119	12	0.1%
118	21	0.1%
117	44	0.3%
116	49	0.3%

Body_Temp
Real number (ℝ)

High correlation

Distinct	45
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.025453

Minimum	37.1
Maximum	41.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	37.1
5-th percentile	38.4
Q1	39.6
median	40.2
Q3	40.6
95-th percentile	41
Maximum	41.5
Range	4.4
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.77922992
Coefficient of variation (CV)	0.01946836
Kurtosis	0.51730641
Mean	40.025453
Median Absolute Deviation (MAD)	0.5
Skewness	-0.99438242
Sum	600381.8
Variance	0.60719927
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
40.7	1041	6.9%
40.5	1040	6.9%
40.6	1027	6.8%
40.3	928	6.2%
40.4	915	6.1%
40.8	901	6.0%
40.2	800	5.3%
40.1	757	5.0%
40.9	660	4.4%
40	636	4.2%
Other values (35)	6295	42.0%

Value	Count	Frequency (%)
37.1	1	< 0.1%
37.2	3	< 0.1%
37.3	7	< 0.1%
37.4	17	0.1%
37.5	22	0.1%
37.6	26	0.2%
37.7	61	0.4%
37.8	69	0.5%
37.9	75	0.5%
38	88	0.6%

Value	Count	Frequency (%)
41.5	3	< 0.1%
41.4	6	< 0.1%
41.3	47	0.3%
41.2	100	0.7%
41.1	206	1.4%
41	398	2.7%
40.9	660	4.4%
40.8	901	6.0%
40.7	1041	6.9%
40.6	1027	6.8%

Calories
Real number (ℝ)

High correlation

Distinct	277
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	89.539533

Minimum	1
Maximum	314
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	1
5-th percentile	8.95
Q1	35
median	79
Q3	138
95-th percentile	200
Maximum	314
Range	313
Interquartile range (IQR)	103

Descriptive statistics

Standard deviation	62.456978
Coefficient of variation (CV)	0.69753522
Kurtosis	-0.71776263
Mean	89.539533
Median Absolute Deviation (MAD)	50
Skewness	0.50537137
Sum	1343093
Variance	3900.8741
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	161	1.1%
13	142	0.9%
12	137	0.9%
11	137	0.9%
17	136	0.9%
20	135	0.9%
8	134	0.9%
9	131	0.9%
28	121	0.8%
4	120	0.8%
Other values (267)	13646	91.0%

Value	Count	Frequency (%)
1	12	0.1%
2	46	0.3%
3	92	0.6%
4	120	0.8%
5	82	0.5%
6	103	0.7%
7	161	1.1%
8	134	0.9%
9	131	0.9%
10	119	0.8%

Value	Count	Frequency (%)
314	1	< 0.1%
300	1	< 0.1%
295	2	< 0.1%
289	1	< 0.1%
287	1	< 0.1%
280	1	< 0.1%
276	2	< 0.1%
273	1	< 0.1%
272	1	< 0.1%
271	2	< 0.1%

	Age	Body_Temp	Calories	Duration	Gender	Heart_Rate	Height	User_ID	Weight
Age	1.000	0.013	0.135	0.013	0.000	0.011	0.008	-0.002	0.085
Body_Temp	0.013	1.000	0.920	0.941	0.000	0.811	-0.001	0.001	0.002
Calories	0.135	0.920	1.000	0.976	0.123	0.916	0.000	-0.001	0.013
Duration	0.013	0.941	0.976	1.000	0.000	0.862	-0.005	-0.003	-0.001
Gender	0.000	0.000	0.123	0.000	1.000	0.000	0.729	0.000	0.823
Heart_Rate	0.011	0.811	0.916	0.862	0.000	1.000	-0.000	-0.000	0.004
Height	0.008	-0.001	0.000	-0.005	0.729	-0.000	1.000	-0.013	0.962
User_ID	-0.002	0.001	-0.001	-0.003	0.000	-0.000	-0.013	1.000	-0.011
Weight	0.085	0.002	0.013	-0.001	0.823	0.004	0.962	-0.011	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	User_ID	Gender	Age	Height	Weight	Duration	Heart_Rate	Body_Temp	Calories
0	14733363	male	68	190.0	94.0	29.0	105.0	40.8	231.0
1	14861698	female	20	166.0	60.0	14.0	94.0	40.3	66.0
2	11179863	male	69	179.0	79.0	5.0	88.0	38.7	26.0
3	16180408	female	34	179.0	71.0	13.0	100.0	40.5	71.0
4	17771927	female	27	154.0	58.0	10.0	81.0	39.8	35.0
5	15130815	female	36	151.0	50.0	23.0	96.0	40.7	123.0
6	19602372	female	33	158.0	56.0	22.0	95.0	40.5	112.0
7	11117088	male	41	175.0	85.0	25.0	100.0	40.7	143.0
8	12132339	male	60	186.0	94.0	21.0	97.0	40.4	134.0
9	17964668	female	26	146.0	51.0	16.0	90.0	40.2	72.0

	User_ID	Gender	Age	Height	Weight	Duration	Heart_Rate	Body_Temp	Calories
14990	19715870	female	22	190.0	79.0	19.0	96.0	40.3	89.0
14991	10050978	male	51	181.0	87.0	9.0	91.0	39.6	44.0
14992	14722670	male	27	170.0	70.0	13.0	92.0	40.1	46.0
14993	13584585	male	45	179.0	78.0	11.0	98.0	39.9	60.0
14994	18209611	female	48	159.0	57.0	10.0	94.0	39.8	52.0
14995	15644082	female	20	193.0	86.0	11.0	92.0	40.4	45.0
14996	17212577	female	27	165.0	65.0	6.0	85.0	39.2	23.0
14997	17271188	female	43	159.0	58.0	16.0	90.0	40.1	75.0
14998	18643037	male	78	193.0	97.0	2.0	84.0	38.3	11.0
14999	11751526	male	63	173.0	79.0	18.0	92.0	40.5	98.0

Overview

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample